Posts
All the articles I've posted.
Stop Giving Users Half-Answers: How to Connect Structured Data with Unstructured Context
Why your AI needs to know both the what and the why — and how to build an agent that connects SQL facts with document context to deliver a complete answer instead of a shrug.
Chunkless RAG: Why Flattening a Document Loses the One Thing That Made It Easy to Read
Chunk-and-embed RAG throws away document structure to make similarity search possible. Here's why reasoning over the original tree — headings, sections, and all — often gets you a better answer.